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Merge pull request #145 from kmitchener/datafusion
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DataFusion v33 update and add benchmark for partitioned parquet
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nickitat authored Dec 2, 2023
2 parents 16af43c + f2b5d1d commit 4eac03c
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Showing 7 changed files with 144 additions and 61 deletions.
13 changes: 9 additions & 4 deletions datafusion/benchmark.sh
100644 → 100755
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Expand Up @@ -14,15 +14,20 @@ sudo yum install gcc -y
# Install DataFusion main branch
git clone https://github.com/apache/arrow-datafusion.git
cd arrow-datafusion/datafusion-cli
git checkout 22.0.0
git checkout 33.0.0
CARGO_PROFILE_RELEASE_LTO=true RUSTFLAGS="-C codegen-units=1" cargo build --release
export PATH="`pwd`/target/release:$PATH"
cd ../..


# Download benchmark target data
# Download benchmark target data, single file
wget --no-verbose --continue https://datasets.clickhouse.com/hits_compatible/hits.parquet

# Download benchmark target data, partitioned
mkdir -p partitioned
seq 0 99 | xargs -P100 -I{} bash -c 'wget --no-verbose --directory-prefix partitioned --continue https://datasets.clickhouse.com/hits_compatible/athena_partitioned/hits_{}.parquet'

# Run benchmarks for single parquet and partitioned
./run.sh single
./run.sh partitioned

# Run
bash run.sh
3 changes: 3 additions & 0 deletions datafusion/create_partitioned.sql
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@@ -0,0 +1,3 @@
CREATE EXTERNAL TABLE hits
STORED AS PARQUET
LOCATION 'partitioned';
File renamed without changes.
58 changes: 58 additions & 0 deletions datafusion/results/partitioned.json
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@@ -0,0 +1,58 @@
{
"system": "DataFusion (Parquet, partitioned)",
"date": "2023-12-02",
"machine": "c6a.4xlarge, 500gb gp2",
"cluster_size": 1,
"comment": "v33.0.0 (d2efaa9)",

"tags": ["Rust", "column-oriented", "embedded", "stateless"],

"load_time": 0,
"data_size": 14779976446,

"result": [
[0.027, 0.012, 0.014],
[0.074, 0.027, 0.026],
[0.142, 0.079, 0.077],
[0.390, 0.073, 0.077],
[1.043, 0.742, 0.730],
[1.200, 1.101, 1.082],
[0.062, 0.032, 0.032],
[0.062, 0.028, 0.029],
[1.427, 1.379, 1.376],
[2.526, 2.383, 2.345],
[0.442, 0.297, 0.300],
[0.483, 0.327, 0.331],
[1.191, 1.098, 1.139],
[3.213, 2.370, 2.403],
[1.343, 1.287, 1.284],
[0.891, 0.861, 0.863],
[3.064, 2.602, 2.594],
[3.007, 2.528, 2.559],
[6.752, 5.508, 5.604],
[0.307, 0.065, 0.064],
[9.928, 1.532, 1.532],
[11.092, 1.809, 1.795],
[21.671, 4.209, 4.193],
[55.553, 11.259, 11.202],
[2.506, 0.470, 0.459],
[0.674, 0.375, 0.370],
[2.503, 0.539, 0.548],
[9.512, 2.250, 2.220],
[8.435, 4.891, 4.883],
[0.515, 0.464, 0.472],
[2.041, 0.993, 0.995],
[5.709, 1.461, 1.458],
[8.232, 7.693, 7.728],
[11.450, 6.656, 6.624],
[11.788, 7.241, 7.282],
[1.799, 1.694, 1.721],
[0.277, 0.183, 0.187],
[0.140, 0.090, 0.093],
[0.145, 0.084, 0.083],
[0.507, 0.418, 0.413],
[0.090, 0.050, 0.050],
[0.111, 0.047, 0.047],
[0.106, 0.050, 0.055]
]
}
90 changes: 45 additions & 45 deletions datafusion/results/single.json
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@@ -1,58 +1,58 @@
{
"system": "DataFusion (Parquet, single)",
"date": "2023-07-29",
"date": "2023-11-29",
"machine": "c6a.4xlarge, 500gb gp2",
"cluster_size": 1,
"comment": "v28.0.0 (51b4392)",
"comment": "v33.0.0 (d2efaa9)",

"tags": ["Rust", "column-oriented", "embedded", "stateless"],

"load_time": 0,
"data_size": 14779976446,

"result": [
[2.641, 0.232, 0.216],
[0.092, 0.074, 0.073],
[0.159, 0.121, 0.117],
[0.351, 0.122, 0.120],
[1.142, 0.874, 0.869],
[1.399, 1.303, 1.329],
[0.096, 0.075, 0.076],
[0.094, 0.074, 0.076],
[1.516, 1.481, 1.475],
[2.711, 2.582, 2.583],
[0.429, 0.332, 0.327],
[0.558, 0.357, 0.360],
[1.374, 1.323, 1.336],
[3.559, 2.670, 2.733],
[1.519, 1.487, 1.477],
[1.041, 0.981, 0.988],
[3.248, 2.748, 2.801],
[3.139, 2.696, 2.688],
[7.014, 5.770, 5.775],
[0.271, 0.111, 0.109],
[9.975, 1.558, 1.578],
[11.163, 1.926, 1.881],
[22.053, 4.208, 4.194],
[56.007, 12.132, 12.113],
[2.559, 0.602, 0.586],
[0.737, 0.479, 0.489],
[2.548, 0.589, 0.589],
[9.550, 2.299, 2.286],
[9.076, 5.399, 5.388],
[0.579, 0.568, 0.584],
[2.214, 1.136, 1.136],
[5.734, 1.593, 1.598],
[8.357, 7.896, 8.053],
[11.556, 7.358, 7.369],
[12.051, 7.878, 7.956],
[1.866, 1.820, 1.807],
[0.448, 0.347, 0.358],
[0.231, 0.197, 0.195],
[0.248, 0.198, 0.188],
[0.843, 0.725, 0.722],
[0.138, 0.091, 0.095],
[0.115, 0.089, 0.088],
[0.124, 0.097, 0.092]
[0.068, 0.045, 0.046],
[0.098, 0.060, 0.062],
[0.175, 0.111, 0.106],
[0.401, 0.107, 0.108],
[1.011, 0.812, 0.815],
[1.356, 1.258, 1.230],
[0.094, 0.069, 0.068],
[0.096, 0.065, 0.063],
[1.548, 1.432, 1.459],
[2.676, 2.483, 2.472],
[0.488, 0.342, 0.337],
[0.525, 0.353, 0.360],
[1.350, 1.246, 1.244],
[3.263, 2.467, 2.480],
[1.460, 1.376, 1.394],
[1.019, 0.940, 0.934],
[3.053, 2.688, 2.713],
[2.989, 2.598, 2.615],
[6.715, 5.675, 5.654],
[0.311, 0.098, 0.102],
[9.910, 1.566, 1.577],
[11.127, 1.946, 1.856],
[21.951, 4.155, 4.082],
[55.962, 11.448, 11.448],
[2.450, 0.555, 0.576],
[0.719, 0.507, 0.503],
[2.437, 0.637, 0.635],
[9.570, 2.371, 2.326],
[9.068, 5.013, 4.951],
[0.553, 0.488, 0.477],
[2.074, 1.104, 1.121],
[5.590, 1.526, 1.552],
[8.068, 7.646, 7.726],
[11.579, 6.687, 6.672],
[11.953, 7.284, 7.291],
[1.911, 1.814, 1.828],
[0.440, 0.311, 0.322],
[0.231, 0.184, 0.180],
[0.242, 0.171, 0.170],
[0.840, 0.676, 0.658],
[0.153, 0.094, 0.098],
[0.129, 0.089, 0.089],
[0.156, 0.097, 0.105]
]
}
38 changes: 27 additions & 11 deletions datafusion/run.sh
100644 → 100755
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@@ -1,26 +1,42 @@
#!/bin/bash

# Check if an argument is provided
if [ "$#" -ne 1 ]; then
echo "Usage: $0 [single|partitioned]"
exit 1
fi

# Set the SQL file based on the argument
if [ "$1" = "single" ]; then
CREATE_SQL_FILE="create_single.sql"
elif [ "$1" = "partitioned" ]; then
CREATE_SQL_FILE="create_partitioned.sql"
else
echo "Invalid argument. Please use 'single' or 'partitioned'."
exit 1
fi

TRIES=3
QUERY_NUM=1
echo $1
cat queries.sql | while read query; do
sync
echo 3 | sudo tee /proc/sys/vm/drop_caches >/dev/null

echo "$query" > /tmp/query.sql
echo "$query" > /tmp/query.sql

echo -n "["
for i in $(seq 1 $TRIES); do
# 1. there will be two query result, one for creating table another for executing the select statement
# 2. each query contains a "Query took xxx seconds", we just grep these 2 lines
# 3. use sed to take the second line
# 4. use awk to take the number we want
RES=`datafusion-cli -f create.sql /tmp/query.sql 2>&1 | grep "Query took" | sed -n 2p | awk '{print $7}'`
[[ $RES != "" ]] && \
echo -n "$RES" || \
echo -n "null"
# 1. there will be two query result, one for creating table another for executing the select statement
# 2. each query contains a "Query took xxx seconds", we just grep these 2 lines
# 3. use sed to take the second line
# 4. use awk to take the number we want
RES=`datafusion-cli -f $CREATE_SQL_FILE /tmp/query.sql 2>&1 | grep "Query took" | sed -n 2p | awk '{print $7}'`
[[ $RES != "" ]] && \
echo -n "$RES" || \
echo -n "null"
[[ "$i" != $TRIES ]] && echo -n ", "

echo "${QUERY_NUM},${i},${RES}" >> result.csv
echo "${QUERY_NUM},${i},${RES}" >> result.csv
done
echo "],"

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3 changes: 2 additions & 1 deletion index.html
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Expand Up @@ -379,7 +379,8 @@
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,{"system":"Apache Doris","date":"2022-11-20","machine":"c6a.4xlarge, 500gb gp2","cluster_size":1,"comment":"","tags":["C++","column-oriented","MySQL compatible","ClickHouse derivative"],"load_time":415,"data_size":17170564642,"result":[[0.07,0.03,0.03],[0.13,0.04,0.04],[0.11,0.04,0.03],[1.12,0.04,0.06],[1.06,1.06,1.05],[0.85,0.78,0.76],[0.01,0.02,0.02],[0.04,0.03,0.03],[0.57,0.56,0.54],[0.61,0.61,0.63],[0.16,0.11,0.11],[0.15,0.13,0.13],[0.59,0.58,0.58],[0.89,0.91,0.88],[0.79,0.77,0.77],[0.37,0.37,0.38],[1.09,1.07,1.09],[0.26,0.26,0.3],[2.1,2.02,2.04],[0.03,0.01,0.02],[10.82,1.14,1.14],[9,2.87,0.94],[12.17,1.29,0.98],[32.09,2.35,2.27],[1.28,0.13,0.14],[0.12,0.13,0.12],[0.14,0.15,0.14],[10.55,1.19,1.18],[10.04,9.56,9.52],[0.71,0.72,0.65],[1.84,0.44,0.42],[2.13,0.5,0.51],[3.17,3.16,3.37],[12,4.4,4.51],[11.83,4.46,4.27],[1.16,1.11,1.12],[0.07,0.05,0.05],[0.03,0.02,0.02],[0.02,0.02,0.02],[0.15,0.14,0.12],[0.04,0.02,0.02],[0.03,0.02,0.02],[0.03,0.02,0.02]],"source":"doris/results/c6a.4xlarge.json"}
,{"system":"Druid","date":"2022-07-01","machine":"c6a.4xlarge, 500gb gp2","cluster_size":1,"comment":"Druid is killed and restarted after every query. Otherwise some queries make Druid degraded and results are incorrect. For example after Q13 even SELECT 1 works for 7 seconds","tags":["Java","column-oriented"],"load_time":19620,"data_size":45188608472,"result":[[0.032365,0.016716,0.016921],[0.400766,0.275591,0.271057],[0.38235,0.152084,0.151652],[1.379492,0.137201,0.128902],[3.278731,2.527105,2.515128],[8.576382,6.54654,6.503001],[null,null,null],[0.563852,0.273795,0.275086],[11.509993,10.636571,10.597993],[13.357647,12.42121,12.337247],[1.636875,0.8213,0.900056],[1.692544,0.512066,0.440511],[2.453274,1.769806,1.807207],[8.503408,7.261406,7.334872],[61.056041,59.251083,59.500549],[8.62067,8.236657,8.22538],[164.840762,null,null],[24.165797,22.308466,null],[null,null,null],[null,null,null],[25.973369,25.597864,25.602509],[null,null,null],[null,null,null],[7.805347,6.629776,6.947366],[0.257845,0.020327,0.016976],[null,null,null],[null,null,null],[32.948154,31.04677,29.221959],[null,null,null],[7.230865,7.033713,6.972421],[20.54625,19.237428,19.258469],[54.065945,52.451318,52.466653],[null,null,null],[17.499267,null,null],[null,null,null],[60.478315,60.05494,60.458946],[1.698088,1.490317,1.461969],[1.409572,0.939003,0.907252],[0.866729,0.329539,0.287435],[null,null,null],[0.932473,0.420781,0.359095],[0.723142,0.3253,0.296865],[0.603483,0.150892,0.140716]],"source":"druid/results/c6a.4xlarge.json"}
,{"system":"DuckDB (Parquet, partitioned)","date":"2023-09-26","machine":"c6a.4xlarge, 500gb gp2","cluster_size":1,"comment":"","tags":["C++","column-oriented","embedded","stateless"],"load_time":0,"data_size":14737666736,"result":[[0.06858791799959363,0.044711035000091215,0.042833501000131946],[0.08466665400010243,0.061327259999870876,0.06103660400003719],[0.14877448299967,0.10559172700004638,0.10446714899990184],[0.33234463500002676,0.09389112100006969,0.09252776699986498],[1.1345820209999147,0.5388421589996142,0.5428325200000472],[0.8665522809997128,0.7525683420003588,0.7726315990003059],[0.14739966299976004,0.12885476300016308,0.1280705589997524],[0.08514470599993729,0.0660608250000223,0.06364701199981937],[0.7901016199998594,0.6670942910000122,0.6656622149998839],[1.112716422000176,0.9176106790000631,0.8993262330000107],[0.4155927659999179,0.21104949600021428,0.21018879099983678],[1.0025453209996158,0.2506203090001691,0.24569647199996325],[1.2344316989997424,0.6329478739999104,0.6651636070000677],[2.456399698000041,1.0311697550000645,1.0137859460000982],[0.9334836890002407,0.6877674190000107,0.70905577800022],[0.673465615999703,0.5981919160003599,0.6082133740001154],[2.494906011999774,1.4013747280000644,1.3922408849998646],[2.375765204000345,1.324844154999937,1.3226832469999863],[4.690465237999888,2.3323504360000697,2.3752783559998534],[0.20363476300008188,0.08883917699995436,0.08691825200003223],[9.97606974700011,1.850158613000076,1.8413504770001055],[10.993020309999793,1.688866285000131,1.6903490720001173],[21.570115048999924,3.479486579999957,3.460369050999816],[55.44843658699983,11.133978315999684,11.129654930000015],[2.6089661060000253,0.48738706799986176,0.47928872500006037],[0.7135218759999589,0.3805757249997441,0.35711958900037644],[2.769580591999784,0.4973172830000294,0.4876009600002362],[9.315595299000051,1.488970874000188,1.4658663950003756],[8.170337007999933,4.1328330040000765,4.145880016000319],[4.665519644000142,4.670076305000293,4.6598440840002695],[2.2809909809998317,0.781899636000162,0.7691932829998223],[6.008987953999622,0.9412647040003321,0.9506733889998031],[6.1903129289999015,3.628633594999883,3.815570798999943],[9.97725304100004,2.979070244000013,2.997355967999738],[9.978100522000204,2.992902611000318,3.022268540999903],[0.92484311599992,0.8439210039996397,0.8562627520000206],[0.23992238600021665,0.13403623200019865,0.1317714319998231],[0.1254186490000393,0.09669256999995923,0.09850224299998445],[0.13835749800000485,0.09647460799988039,0.0929961749998256],[0.3313648240000475,0.2376939770001627,0.24857611900006304],[0.07056037899974399,0.05403545599983772,0.051252997999654326],[0.07037150599990127,0.04856322000023283,0.04816857199966762],[0.06874101699986568,0.04819512300036877,0.04709468300006847]],"source":"duckdb-parquet/results/c6a.4xlarge.json"}
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